{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Graphing Optimal Subsidies based on Numerical Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Graph optimal subsidies for a series of carbon prices.\n",
    "\n",
    "jab 11.10.2020"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Packages and options"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Additional packages for parsing of gdx files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "parse_gdx = False\n",
    "if parse_gdx: \n",
    "    import gamstransfer as gt\n",
    "    from gams import GamsWorkspace\n",
    "    from load_data import get_all_results, get_cost\n",
    "    import glob\n",
    "    import os\n",
    "    gams_sys_dir = GamsWorkspace._find_gams_win()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_results = \"../results/carbon_price_constant_fuel//\"\n",
    "scenario = \"carbon_price\"\n",
    "fn_parsed = dir_results + \"carbon_prices_constant_fuel.csv\"  # csv with already calculated results\n",
    "parse_gdx = False # set to true if new gdx files created\n",
    "dir_out = \"../results/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load all results into a single frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load results from scratch, i.e., out of gdx files, or based on already produced csv file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 13.9 ms\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variable</th>\n",
       "      <th>renewable</th>\n",
       "      <th>value</th>\n",
       "      <th>pcarb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>coal_offset</td>\n",
       "      <td>solar</td>\n",
       "      <td>0.021791</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>coal_offset</td>\n",
       "      <td>wind</td>\n",
       "      <td>0.200101</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>gas_offset</td>\n",
       "      <td>solar</td>\n",
       "      <td>0.978209</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>gas_offset</td>\n",
       "      <td>wind</td>\n",
       "      <td>0.799899</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>marg_emission_offset</td>\n",
       "      <td>solar</td>\n",
       "      <td>0.386134</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               variable renewable     value  pcarb\n",
       "0           coal_offset     solar  0.021791      0\n",
       "1           coal_offset      wind  0.200101      0\n",
       "2            gas_offset     solar  0.978209      0\n",
       "3            gas_offset      wind  0.799899      0\n",
       "4  marg_emission_offset     solar  0.386134      0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "if parse_gdx:\n",
    "    lst_df = []\n",
    "    for fn in glob.iglob(dir_results + scenario + \"*.gdx\"):\n",
    "        pcarb = int(os.path.basename(fn)[:-4].split(\"_\")[-1])\n",
    "        print(\"Calculate results for carbon price of %d\" % pcarb)\n",
    "        gdx = gt.GdxContainer(gams_sys_dir, fn)\n",
    "        df = get_all_results(gdx)\n",
    "        df[\"pcarb\"] = pcarb\n",
    "        lst_df.append(df)\n",
    "    df_all = pd.concat(lst_df)\n",
    "    df_all.to_csv(fn_parsed, index=False)\n",
    "else:\n",
    "    df_all = pd.read_csv(fn_parsed)\n",
    "df_all.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get results for each renewable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data_by_renewable(df, re):\n",
    "    \"\"\"Get data by renewable source\n",
    "    :param df: <pd.DataFrame> with results for all carbonb prices\n",
    "    :param re: <string> label of renewbale source\"\"\"\n",
    "    df_ = df[df.renewable == re].drop(\"renewable\", axis=1)\n",
    "    return df_.pivot_table(\"value\", \"pcarb\", \"variable\")\n",
    "\n",
    "df_solar = get_data_by_renewable(df_all, \"solar\")\n",
    "df_wind = get_data_by_renewable(df_all, \"wind\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Optimal subsidies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot premium and feedins together with their value if there would not have been a fuels switch:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams[\"figure.figsize\"] = (30,15)\n",
    "mpl.rcParams[\"font.size\"] = 50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Premium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_premium(df, fn_out=None):\n",
    "    \"\"\"Plot optimal premium for varying carbon prices toghether \n",
    "       with no fuel switch equivalent\n",
    "    :param df: <pd.DataFrame> with optimal premium data and carbon price as index\n",
    "    :param fn_out: <string> name of output file\"\"\"\n",
    "    # get premium with and without fuel switch \n",
    "    df_p = df.copy()\n",
    "    df_p[\"MEB (no fuel switch)\"] = df_p[\"external_benefit\"].loc[0]\n",
    "    df_p[\"Premium (no fuel switch)\"]  = df_p[\"MEB (no fuel switch)\"] - df_p[\"marg_emission_offset\"].loc[0]* df_p.index\n",
    "    df_p[\"MEB (fuel switch)\"] = df_p[\"external_benefit\"]\n",
    "    df_p[\"Premium (fuel switch)\"] = df_p[\"premium\"]\n",
    "    df_p = df_p[[\"MEB (no fuel switch)\", \"Premium (no fuel switch)\", \n",
    "                 \"MEB (fuel switch)\", \"Premium (fuel switch)\" ]].copy()\n",
    "\n",
    "    ax = plt.gca()\n",
    "    df_p[[\"MEB (no fuel switch)\", \"Premium (no fuel switch)\"]].plot(style=[\"k--\", \"k-\"], lw=7, alpha=0.4, ax=ax)\n",
    "    df_p[[\"MEB (fuel switch)\", \"Premium (fuel switch)\"]].plot(style=[\"k--\", \"k-\"], lw=7, ax=ax)\n",
    "    #df.head(2)\n",
    "\n",
    "    # format plot\n",
    "    ax.set_xlim(df_p.index[0],df_p.index[-1])\n",
    "    ax.set_ylim(0,35)\n",
    "    plt.ylabel(u\"Euro/MWh\")\n",
    "    plt.xlabel(u\"Carbon Price [€/tCO$_2$]\")\n",
    "    ax.grid()\n",
    "\n",
    "    # legend\n",
    "    h1, l1 = ax.get_legend_handles_labels()\n",
    "    plt.legend(h1, l1, loc=\"lower left\", bbox_to_anchor=(0.02, -0.37), ncol=2, frameon=False)\n",
    "    \n",
    "    # save plot \n",
    "    if fn_out:\n",
    "        plt.savefig(fn_out, bbox_inches=\"tight\")  \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_premium(df_wind, fn_out=dir_out + \"premium_wind_no_fuel_switch.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_premium(df_solar, fn_out=dir_out + \"premium_solar_no_fuel_switch.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feed-in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_feedin(df, fn_out=None):\n",
    "    \"\"\"Plot optimal feedin for varying carbon prices toghether \n",
    "       with no fuel switch equivalent\n",
    "    :param df: <pd.DataFrame> with optimal premium data and carbon price as index\n",
    "    :param fn_out: <string> name of output file\"\"\"\n",
    "    # get feedin with and without fuel switch \n",
    "    df_p = df.copy()\n",
    "    df_p[\"MEB (no fuel switch)\"] = df_p[\"external_benefit\"].loc[0]\n",
    "    df_p[\"Avoided cost (no fuel switch)\"] = df_p[\"avoided_operating\"].loc[0] + df_p[\"avoided_ramping\"].loc[0]\n",
    "    df_p[\"Feedin (no fuel switch)\"]  = (df_p[\"MEB (no fuel switch)\"] \n",
    "                                        + df_p[\"Avoided cost (no fuel switch)\"])\n",
    "    df_p[\"Avoided cost (fuel switch)\"] = df_p[\"avoided_operating\"]\n",
    "    df_p[\"MEB (fuel switch)\"] = df_p[\"external_benefit\"]\n",
    "    df_p[\"Feedin (fuel switch)\"] = df_p[\"feedin\"]\n",
    "    df_p = df_p[[\"MEB (no fuel switch)\", \"Avoided cost (no fuel switch)\", \n",
    "                 \"Feedin (no fuel switch)\",\n",
    "                 \"MEB (fuel switch)\", \"Avoided cost (fuel switch)\", \n",
    "                 \"Feedin (fuel switch)\"]].copy()\n",
    "\n",
    "    # plot \n",
    "    ax = plt.gca()\n",
    "    df_p[[\"Avoided cost (no fuel switch)\", \"MEB (no fuel switch)\", \"Feedin (no fuel switch)\"]\n",
    "        ].plot(style=[\"k:\", \"k--\", \"k-\"], lw=7, alpha = 0.4, ax=ax)\n",
    "    df_p[[\"Avoided cost (fuel switch)\", \"MEB (fuel switch)\",\"Feedin (fuel switch)\"]\n",
    "        ].plot(style=[\"k:\", \"k--\", \"k-\"], lw=7, ax=ax)\n",
    "\n",
    "    # format plot\n",
    "    ax.set_xlim(df_p.index[0],df_p.index[-1])\n",
    "    ax.set_ylim(0,70)\n",
    "    plt.ylabel(u\"Euro/MWh\")\n",
    "    plt.xlabel(u\"Carbon Price [€/tCO$_2$]\")\n",
    "    ax.grid()\n",
    "\n",
    "    # legend\n",
    "    h1, l1 = ax.get_legend_handles_labels()\n",
    "    plt.legend(h1, l1, loc=\"lower left\", bbox_to_anchor=(-0.07, -0.45), ncol=2, frameon=False)\n",
    "\n",
    "    # save plot \n",
    "    if fn_out:\n",
    "        plt.savefig(fn_out, bbox_inches=\"tight\")  \n",
    "    #return df_p\n",
    "        \n",
    "plot_feedin(df_wind, fn_out=dir_out + \"feedin_wind_no_fuel_switch.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6ap/XN/z96le/0vLlyx37PvroIx166KGe6qFnNTU16a233tK//vUvLVmyRJdeeqnOPvtsV/sWFhZq0qRJUX8PLl26VGeccYarWmPHjtW4ceM0cuRIpaSkaO/evaEtWWFm5MzMcF7+d5Skxx57TFu2bAk9Dl+y9oknntD++0deJQ/wJiF/uRhjJmpfeDlbHZdr9RpeNkp6V/vCy3d74tqP1tqrJV0d7/7GmLHqfN3LN621s10e3xpjXpX0zYiusyS5XlPFGJMm6cyI5gZJb7qtIUlDhgxxnDbu9QWK0047LepJ88gjj/RU64EHHoj6D62XF4qOP/74qMvUeH2Hyc9//vOo/4R6eTf5IYccoqeeesqxb9SoUZ7GdP3110e9Ro2XfwTHjBmjp59+2rHP6y/Cyy67TKeddppj31FHHeW6TlFRkf785z87/vPh9Z093/zmN6Mu5+DlBT2p7R14ifiH6IwzztDIkSMd+7z+E//EE09EfdGmqKjIdZ3jjjtO//3f/+3Y5/V789577436DvTx48e7rnPggQfqf//3fzu1G2M8f2/efvvtuvzyy0P7h996+T4YOXKk/v3vf+vjjz/u9E+K1+/N6667rsOSJeHfW15epMjJydHixYs7tAVrpaSkeBrTJZdcorlz5zrW8vri57vvvhtaWi/8c26M8fSi13nnnRe6FkVkHbcvdgQtXrw4NCMv8vvAywyqU089NfQPcXAs1lq1tLR4/pw/9NBDKisrUyAQUHNzswKBQGgbM8b9JbWHDh2qb37zm7LWKiMjI7Slp6d7foH/2muv1QUXXKD09PQOdTIyMjRkyJCuC7SbOnVqhxcOrLVqbW1Vc3Oz59kXN9xwg7797W+HQtGWlpbQfa/n8ueff14pKSmOIaSXJTi/+93v6rvf/a6nY0dz7733JqTO2LFjNXbs2G7XMcaEluBsampSbW2tampqQpuXv8cKCwt16KGHqra2Vk1NTSopKVFGRoYyMzN1yCFur9LQ5kc/+pG+/vWvh4LWzMzM0HbggQe6rjN06FCtW7fO07Gj8eO77ydNmqRJkyZ1u05aWprOP//8BIyobSlWL6FlNEcddZTefPNNlZaWqrS0VLt27QrdP+iggzzVSlSYKbX9jkxJSQl9nEVFRaH7XkKDJUuWqKqqSjt37uy0jRs3znWdRIaZvTUz08tyvLH+5vKyzKwU+2fYSwg5fvx4ff/731dBQYEKCws73Hr9W/qHP/xh6P6CBQs0e/ZsT/sHXX311br66qtlrVVTU5MaGhpUX1+vhoYGT3+Lpaam6qyzztKaNWu0du3aDm8e8TpzPFHL1UrSiy++qA8/7LgwVVZWlqZOnao//OEPnv8+8IuXX35Zzz//vNavX69169Zp69atoZnWDzzwgK655hrXtX7zm9/owQcf7NSekZGh+++/v8P3WizWWj366KPKyckJBaI5OTkKBAIqKCjQ0Ue7X2zs/PPP1+uvvx4KMMO9/vrrOvHEE13VaWho0D//+c+o/a+99pq+9KUvuR4X+o7g/0pe/heM9ea6/Px8T8dP1Ool6DllZWWaP3++XnrpJb3yyisdfp9Pnz7ddZgptc2oTESYaYzR+vXrO/2t43W1qbq6OhUWFjq+5pasmZk1NTUdgkyp45K1sd7wFamurk5ZWVmeX1dB/xdXmGmMGae24DIYXoa/7dxreBmQ9L72hZfvWGu9vT277/qbOoeZl8pDmClprjp+/iXpBWttnZeBFBcX60c/+pGXXRx94Qtf0Be+8IVu15HaXkxPhOC7MxPhG9/4RkLqjB49WhdffHFCap1++ukJqTN48GBdeOGFCak1a9YszZo1q9t1cnJyoq5L79Xhhx8ec2kIL6ItS+LV1KlTPb/LKZrI4Cleo0eP1ujRoxNS66STTkpIncGDB+urX/1qQmrFWtLDi5ycHJ100klKSUmJ+4WloES92JyamurpzQKxjBgxwvOMsmgSdf4NLtuTCCUlJQmpE1xOMhGOP/74hNSZPn26/vrXvyakViLPUeGMMaHZWF5NnjzZ84uc0Zx66qkJqTNQBAPteIOoCy64QBdccIGk7r0oL0lf/vKX494X/UNRUVFC/taU2n6nh78YlJ2dHQogvbxZUZI++eSThIzJGKPCwkIVFhZ6foNbuJycHJ144omhIDQ8nE3WzMyUlJTQm3+ctLa2uv794BRAZmZmKisry/Obcq+66ipVV1crOztbWVlZysrKCt338uaQ4MwDPzLGhN744eXNW0EHH3ywnnvuOUltS0xv2bJFq1ev1po1azz/rCRqZmZra6vji7ANDQ1atmxZXB+nX3z44YdR3wDt9Y040ZZO97IShdT2eb3yyisd+770pS/ptddec12rsrIy6ptJvFxruqu/xb28iXbz5s3697//HZrVOWLEiH43w7c/qKur0x/+8Afdd999+va3v60777zT9b6JnJmZyGAUPeOqq66K+r+x12tdHnHEEfqv//ovx74PPvjAUy2nN215nTAxe/ZsVVRUKBAIqKysrMMMTy+hYUtLS8w3GHl5PSDW7/aRI0d6+rm46qqr9PTTT2u//fbTsGHDNHz4cA0fPlzDhg3T2WefrYMPPth1LfQv8c7MXK99IaXX8LJZbdeLDIaXb1trvb1tsv94RdLnksaGtR1ijDnHWvv3rnY2xmRI+plD1+8SMjoAAAAA6MdefvllSW0v6geXVu4vTjjhBL3++uuhx42NjSotLdXOnTs9r2pQUlKiUaNGKS0tTenp6UpLSwvd9xpkXX311TLGhPYP1vMaQJ533nmaM2dOKHzMzMyM+x38V111VVz7DVSpqamhVQCCK2d4EeuFUy9h5ubNm1VX5/w+7qysLE+rW/zzn//Uo48+2mG52qlTp3oOJay12rVrl9atWxeaVblu3Tpt3LhRCxcudB0eTpw4MWpfosJMSZ7OBbHqeAkgpdhL1XupFatOSkqKpxnRixYt6rDaRnp6emhJyLlz57qewYqeUV5erkcffVQPPfSQ9uzZI0l65JFHdN1117n+OfXrzMwdO3Z4vsQBujZ37tyoYeZHH32k5uZm1+fkyJXesrKydNhhh2nGjBndfoN7dwRXYPK6ClNQIBDQPffco5UrV2rVqlVatWpV6I0meXl5npaFjTXD0+ubpHfs2KGWlhZt375d27dv79B38MEHuw4zGxoa9O6774YC0YKCApYe7+O6u8ysUdfhZaukD7UvvFxorfX2V04/Za1tNsbcrc4zMR8xxrxrrd3URYlfSopcR+lta62nJWYBAAAAYCDr7vVO+4LMzMy4V+G46aabdNNNNyVkHA888EBC6iRy1Qb0Hmut7rjjDq1atUpr1qzR6tWrtX79+tAMXy8rlnR1nS8vs+ree+89vfTSS3rppZc6tI8aNUrXXnutrr76ald1xowZ02mZvaDNmze7nimYyDAzWuArebv+dSLDzFg/u7GO46XO6NGjPb1JYsOGDR0eBwIBrV27VmvXro359UDPamho0C233KLHH3+80/dZeXm5nnzySV177bWuaiVqZmZzc3PUy/x4vQzKnj17NHHiRB177LG64YYbdNJJJxG2JMgpp5yitLQ0x+Xw6+vrtXLlSteXJzj88MN1+eWX64gjjtARRxyhadOm+ea6w92RlZXV6Q1dZWVlWr16tXbt2uXpezGR197csWNH1D4vwf+GDRs6LFuenZ0dmuV56KGH6pFHHvE0roHA65LHva27P3XhH50Ja/tY+8LLN6213q50P7A8JekSSeHrXw6WtNgY83Vr7eLIHYwxOZLuV9uStOGaJTmv+QEAAAAAAJBExphO15pubm7W559/rg0bNniaHbVixYqofV4vdRDtRdhowWQ0Q4cOjbrPunXrEhJmbtq0SYFAwHVQFyscTFSY6SWAlGIHR16C0VihkZclZiVp48aNCaslydM1gBFdZmamXnvttajfF/fff7+uuOIKVysrHHLIIfrqV7+qmpoaVVdXd7j1six1V7MyvXzdH3nkEdXV1em1117Ta6+9phkzZuiGG27QWWedxTLHYTZs2KCXXnpJJ598suvze2FhoU444QT9+9//duz/4IMPXIeZ+fn5evTRR12Pty8rKSnxdA3koERde1NKXJgZWae+vj50Dc+WlhZPY9q7d6+ys7M9r27id2vXrtUdd9yhjRs3asOGDTr33HOTPaSYuhNmhoeXK7QvvFxgrS2Puhc6sNa2GGPOk7REUvii1sMlvWOMeV3Sq5I2SyqUNE3SBZKcLvh1o7V2Wc+OGAAAAAAAIDHS0tI0ceJEz7PfYs0C8frCaaKC0QkTJkS9Ftv69etd1wleuzf8WrdBLS0t2rRpk+vPV2+EmYlcZtZLMJqSkqKcnBzH2afjxo3zNKbImZndqfXxxx/rggsu0O23366zzjor7iWw0fYGiBtvvFHnn3++Y//27dv1zDPPdHqThJNLL71Ul14aOS/Eu5SUFF1zzTUdwtDg/ezsbNd1amtr9fDDD3doW7p0qb7xjW9o4sSJeuCBBzR37txuj7cvamlpCc2Yf/HFF0Pn6FtvvdXTdVK/8pWvRA0zly5dqosuuigh44V07bXX6vjjj9eqVatCy9YGl6z1MjOzpaVFu3btitrv5brviQpFJen666/XH/7wBw0fPlwTJ07UhAkTNGHCBE2cOFGzZs3SiBEjPNXrKdZaWWtd/95paWnRs88+G3oc63ehH8QbZq5Wx/Byd+KGNPBYa9cYY+ZImi8p8u1pJ7VvXbnfWnt/wgcHAAAAAADgM7feeqvmzp2rFStWaOXKlaHburo6TwFkS0uLVq9eHbXfSzCayOVhJ06cqCVLloQeDxs2LPQCqpeZXxMnTlR1dbVqa2s7bNZa38zMzMrKUl5ennJzcz3Penn++edVXV0dmlUSvPW6rGGsF3C9zsy8/fbbtXz5cp199tk65JBDdOedd2ru3LnM1IzT2WefrZtvvjnq7Nl77rlH3/nOd3ptJmNBQUFClkz//e9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\n",
      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_feedin(df_solar, fn_out=dir_out + \"feedin_solar_no_fuel_switch.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:py38_gams]",
   "language": "python",
   "name": "conda-env-py38_gams-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
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   "window_display": false
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 },
 "nbformat": 4,
 "nbformat_minor": 4
}
